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odrpack (-python)

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Description

This Python package provides bindings for the well-known weighted orthogonal distance regression (ODR) solver odrpack95. This design ensures that users benefit from the performance and reliability of the original Fortran implementation, while working within the modern Python ecosystem.

ODR, also known as errors-in-variables regression, is designed primarily for instances when both the explanatory and response variables have significant errors.

Deming regression; special case of ODR.

Installation

You can install the package via pip:

pip install odrpack

Documentation and Usage

The following example demonstrates a simple use of the package. For more comprehensive examples and explanations, please refer to the documentation pages.

from odrpack import odr_fit
import numpy as np

xdata = [0.982, 1.998, 4.978, 6.01]
ydata = [2.7, 7.4, 148.0, 403.0]

beta0 = [2.0, 0.5]
bounds = ([0.0, 0.0], [10.0, 0.9])

def f(x: np.ndarray, beta: np.ndarray) -> np.ndarray:
    "Model function."
    return beta[0] * np.exp(beta[1]*x)

sol = odr_fit(f, xdata, ydata, beta0, bounds=bounds)

print("beta:", sol.beta)
print("delta:", sol.delta)
beta: [1.63336897 0.9       ]
delta: [-0.36885696 -0.31272648  0.02929022  0.11031872]

Metadata

Release files for odrpack 0.7.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for odrpack 0.7.1
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odrpack-0.7.1.tar.gz 115.7 kB With provenance Details for odrpack-0.7.1.tar.gz

Built distributions (wheels)

Table of built distributions (wheels) for odrpack 0.7.1
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odrpack-0.7.1-cp315-cp315t-win_amd64.whl CPython 3.15 CPython 3.15 free-threading Windows x86-64 Details for odrpack-0.7.1-cp315-cp315t-win_amd64.whl
odrpack-0.7.1-cp315-cp315t-musllinux_1_2_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ x86-64 Details for odrpack-0.7.1-cp315-cp315t-musllinux_1_2_x86_64.whl
odrpack-0.7.1-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details for odrpack-0.7.1-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
odrpack-0.7.1-cp315-cp315t-macosx_15_0_x86_64.whl CPython 3.15 CPython 3.15 free-threading macOS 15.0+ x86-64 Details for odrpack-0.7.1-cp315-cp315t-macosx_15_0_x86_64.whl
odrpack-0.7.1-cp315-cp315t-macosx_14_0_arm64.whl CPython 3.15 CPython 3.15 free-threading macOS 14.0+ ARM64 Details for odrpack-0.7.1-cp315-cp315t-macosx_14_0_arm64.whl
odrpack-0.7.1-cp315-cp315-win_arm64.whl CPython 3.15 CPython 3.15 Windows ARM64 Details for odrpack-0.7.1-cp315-cp315-win_arm64.whl
odrpack-0.7.1-cp315-cp315-win_amd64.whl CPython 3.15 CPython 3.15 Windows x86-64 Details for odrpack-0.7.1-cp315-cp315-win_amd64.whl
odrpack-0.7.1-cp315-cp315-musllinux_1_2_x86_64.whl CPython 3.15 CPython 3.15 Linux musl 1.2+ x86-64 Details for odrpack-0.7.1-cp315-cp315-musllinux_1_2_x86_64.whl
odrpack-0.7.1-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details for odrpack-0.7.1-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
odrpack-0.7.1-cp315-cp315-macosx_15_0_x86_64.whl CPython 3.15 CPython 3.15 macOS 15.0+ x86-64 Details for odrpack-0.7.1-cp315-cp315-macosx_15_0_x86_64.whl
odrpack-0.7.1-cp315-cp315-macosx_14_0_arm64.whl CPython 3.15 CPython 3.15 macOS 14.0+ ARM64 Details for odrpack-0.7.1-cp315-cp315-macosx_14_0_arm64.whl
odrpack-0.7.1-cp314-cp314t-win_amd64.whl CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details for odrpack-0.7.1-cp314-cp314t-win_amd64.whl
odrpack-0.7.1-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details for odrpack-0.7.1-cp314-cp314t-musllinux_1_2_x86_64.whl
odrpack-0.7.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for odrpack-0.7.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
odrpack-0.7.1-cp314-cp314t-macosx_15_0_x86_64.whl CPython 3.14 CPython 3.14 free-threading macOS 15.0+ x86-64 Details for odrpack-0.7.1-cp314-cp314t-macosx_15_0_x86_64.whl
odrpack-0.7.1-cp314-cp314t-macosx_14_0_arm64.whl CPython 3.14 CPython 3.14 free-threading macOS 14.0+ ARM64 Details for odrpack-0.7.1-cp314-cp314t-macosx_14_0_arm64.whl
odrpack-0.7.1-cp314-cp314-win_arm64.whl CPython 3.14 CPython 3.14 Windows ARM64 Details for odrpack-0.7.1-cp314-cp314-win_arm64.whl
odrpack-0.7.1-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details for odrpack-0.7.1-cp314-cp314-win_amd64.whl
odrpack-0.7.1-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details for odrpack-0.7.1-cp314-cp314-musllinux_1_2_x86_64.whl
odrpack-0.7.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details for odrpack-0.7.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
odrpack-0.7.1-cp314-cp314-macosx_15_0_x86_64.whl CPython 3.14 CPython 3.14 macOS 15.0+ x86-64 Details for odrpack-0.7.1-cp314-cp314-macosx_15_0_x86_64.whl
odrpack-0.7.1-cp314-cp314-macosx_14_0_arm64.whl CPython 3.14 CPython 3.14 macOS 14.0+ ARM64 Details for odrpack-0.7.1-cp314-cp314-macosx_14_0_arm64.whl
odrpack-0.7.1-cp313-cp313-win_arm64.whl CPython 3.13 CPython 3.13 Windows ARM64 Details for odrpack-0.7.1-cp313-cp313-win_arm64.whl
odrpack-0.7.1-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details for odrpack-0.7.1-cp313-cp313-win_amd64.whl
odrpack-0.7.1-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details for odrpack-0.7.1-cp313-cp313-musllinux_1_2_x86_64.whl
odrpack-0.7.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for odrpack-0.7.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
odrpack-0.7.1-cp313-cp313-macosx_15_0_x86_64.whl CPython 3.13 CPython 3.13 macOS 15.0+ x86-64 Details for odrpack-0.7.1-cp313-cp313-macosx_15_0_x86_64.whl
odrpack-0.7.1-cp313-cp313-macosx_14_0_arm64.whl CPython 3.13 CPython 3.13 macOS 14.0+ ARM64 Details for odrpack-0.7.1-cp313-cp313-macosx_14_0_arm64.whl
odrpack-0.7.1-cp312-cp312-win_arm64.whl CPython 3.12 CPython 3.12 Windows ARM64 Details for odrpack-0.7.1-cp312-cp312-win_arm64.whl
odrpack-0.7.1-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details for odrpack-0.7.1-cp312-cp312-win_amd64.whl
odrpack-0.7.1-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details for odrpack-0.7.1-cp312-cp312-musllinux_1_2_x86_64.whl
odrpack-0.7.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details for odrpack-0.7.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
odrpack-0.7.1-cp312-cp312-macosx_15_0_x86_64.whl CPython 3.12 CPython 3.12 macOS 15.0+ x86-64 Details for odrpack-0.7.1-cp312-cp312-macosx_15_0_x86_64.whl
odrpack-0.7.1-cp312-cp312-macosx_14_0_arm64.whl CPython 3.12 CPython 3.12 macOS 14.0+ ARM64 Details for odrpack-0.7.1-cp312-cp312-macosx_14_0_arm64.whl
odrpack-0.7.1-cp311-cp311-win_arm64.whl CPython 3.11 CPython 3.11 Windows ARM64 Details for odrpack-0.7.1-cp311-cp311-win_arm64.whl
odrpack-0.7.1-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details for odrpack-0.7.1-cp311-cp311-win_amd64.whl
odrpack-0.7.1-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details for odrpack-0.7.1-cp311-cp311-musllinux_1_2_x86_64.whl
odrpack-0.7.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for odrpack-0.7.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
odrpack-0.7.1-cp311-cp311-macosx_15_0_x86_64.whl CPython 3.11 CPython 3.11 macOS 15.0+ x86-64 Details for odrpack-0.7.1-cp311-cp311-macosx_15_0_x86_64.whl
odrpack-0.7.1-cp311-cp311-macosx_14_0_arm64.whl CPython 3.11 CPython 3.11 macOS 14.0+ ARM64 Details for odrpack-0.7.1-cp311-cp311-macosx_14_0_arm64.whl
odrpack-0.7.1-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details for odrpack-0.7.1-cp310-cp310-win_amd64.whl
odrpack-0.7.1-cp310-cp310-musllinux_1_2_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details for odrpack-0.7.1-cp310-cp310-musllinux_1_2_x86_64.whl
odrpack-0.7.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details for odrpack-0.7.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
odrpack-0.7.1-cp310-cp310-macosx_15_0_x86_64.whl CPython 3.10 CPython 3.10 macOS 15.0+ x86-64 Details for odrpack-0.7.1-cp310-cp310-macosx_15_0_x86_64.whl
odrpack-0.7.1-cp310-cp310-macosx_14_0_arm64.whl CPython 3.10 CPython 3.10 macOS 14.0+ ARM64 Details for odrpack-0.7.1-cp310-cp310-macosx_14_0_arm64.whl

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